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Numerical Simulations for Energy Applications
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ECE 595, Section 10 Numerical Simulations
Lecture 10: Solving Quantum Wavefunctions
Prof. Peter Bermel January 30, 2013
Outline
• Recap from Monday • Schrodinger’s equation • Infinite & Finite Quantum Wells • Kronig-Penney model • Numerical solutions:
– Real space – Fourier space
1/30/2013 ECE 595, Prof. Bermel
Recap from Monday
• Application Examples – Electrostatic potential
(Poisson’s equation) • 1D array of charge • 2D grid of charge
– Arrays of interacting spins • 1D interaction along a chain • 2D nearest-neighbor coupling
1/30/2013 ECE 595, Prof. Bermel
Electrostatic potential in 2D
(7x7 grid)
Schrodinger’s Equation
• Wavefunction Ψ describes extent of particle • Also eigenfunction of Schrodinger’s equation:
ℋΨ = 𝐸Ψ • Hamiltonian consists of kinetic and potential
terms: ℋ = 𝑇 + 𝑉
• Classically, 𝑇 = 𝑝2
2𝑚; if 𝑝 = −𝑖ℏ𝛻, 𝑇 = − ℏ2
2𝑚𝛻2
• Probability of finding at x given by Ψ(𝑥) 2
1/30/2013 ECE 595, Prof. Bermel
Free Particle • A free particle has zero potential
everywhere • Schrodinger’s equation becomes:
−ℏ2
2𝑚𝛻2Ψ = 𝐸Ψ
• Eigenfunction can be obtained analytically:
Ψ 𝑥 = 𝐴𝑒±𝑖𝑖𝑖 • Energy eigenvalue thus given by:
𝐸 =ℏ2𝑘2
2𝑚
1/30/2013 ECE 595, Prof. Bermel
Infinite Quantum Well
• Example: proton in iron nucleus
• Potential 𝑉 𝑥 = �0, 𝑥 < 𝑎/2∞, |𝑥| ≥ 𝑎/2
• Boundary condition: Ψ ±𝑎/2 = 0
• Eigenfunctions are standing waves: Ψ 𝑥 = 𝐴 𝑒𝑖𝑖𝑖 + 𝑒−𝑖𝑖𝑖
• By BC’s, 𝑘 = 𝑛𝜋𝑎
; 𝐸 = ℏ2𝑛2𝜋2
2𝑚𝑎2
1/30/2013 ECE 595, Prof. Bermel
a
Finite Quantum Well
• Example: α-particle in U-235 nucleus
• Potential 𝑉 𝑥 = �0, 𝑥 < 𝑎/2𝑈, |𝑥| ≥ 𝑎/2
• Boundary conditions: Ψ ±(𝑎 + 𝜖)/2 = Ψ ±(𝑎 − 𝜖)/2 Ψ′ ±(𝑎 + 𝜖)/2 = Ψ′ ±(𝑎 − 𝜖)/2
• Eigenfunctions inside box like before; outside region decays exponentially
1/30/2013 ECE 595, Prof. Bermel
−𝑎/2 𝑎/2
Kronig-Penney Potential
• Example: 1D atomic crystal • Potential
𝑉 𝑥 = �0, 0 < 𝑥 < 𝑎/2𝑈, 𝑎/2 < 𝑥 < 𝑎
• And, 𝑉 𝑥 + 𝑎 = 𝑉(𝑥) • Boundary conditions:
Ψ 𝑥 + 𝑎 = Ψ 𝑥 ? • Will each electron be stuck
in its own little well?
1/30/2013 ECE 595, Prof. Bermel
-a -a/2 0 a/2 a
V(x)
x
U
I II I´ II´
Bloch Theorem
“When I started to think about it, I felt that the main problem was to explain how the electrons could sneak by all the ions in a metal …. By straight Fourier analysis, I found to my delight that the wave differed from the plane wave of free electron only by a periodic modulation.” --Felix Bloch, Physics Today (1976)
1/30/2013 ECE 595, Prof. Bermel
Bloch Theorem
• Asserts that solution in periodic potential is always a product of two terms: – a periodic function (with the same period) – a plane wave
• Mathematically, we can write: Ψ 𝑥 = 𝐴𝑒𝑖𝑖𝑖𝑢(𝑥)
where 𝑢 𝑥 + 𝑎 = 𝑢(𝑥)
1/30/2013 ECE 595, Prof. Bermel
Bloch Theorem: Numerical Solution
• Use Bloch’s theorem to solve the eigenproblem numerically
−ℏ2
2𝑚𝛻2 + 𝑉(𝑥) 𝑒𝑖𝑖𝑖𝑢(𝑥) = 𝐸(𝑘)𝑒𝑖𝑖𝑖𝑢(𝑥)
• What basis to use for periodic function?
1/30/2013 ECE 595, Prof. Bermel
Bloch Theorem: Real-Space Basis
• Real space is most obvious, with uniform grid • Pull out plane wave from eigenvector to
reduce complexity:
−ℏ2
2𝑚𝛻2 + 𝑉(𝑥) 𝑢(𝑥) = 𝐸 𝑘 −
ℏ2𝑘2
2𝑚 𝑢(𝑥)
• Immediate problem: not positive definite
1/30/2013 ECE 595, Prof. Bermel
Bloch Theorem: Real-Space Basis
1/30/2013 ECE 595, Prof. Bermel
Bloch Theorem: Fourier Space Basis
• If we write periodic function as Fourier series:
𝑢 𝑟 = �𝑐𝐺𝑒𝑖𝐺𝑖𝐺
• We obtain the nice recursion relation:
𝑉𝐺´𝑐𝐺−𝐺𝐺 = 𝐸 𝑘 −ℏ2
2𝑚𝑘 + 𝐺 2 𝑐𝐺
1/30/2013 ECE 595, Prof. Bermel
Bloch Theorem: Fourier Space Basis
1/30/2013 ECE 595, Prof. Bermel
Physical Observation
From C. Kittel, Introduction to Solid State Physics
1/30/2013 ECE 595, Prof. Bermel
Next Class • Is on Friday, Feb. 1 • Will discuss numerical tools for Fast
Fourier Transforms • Recommended reading: Numerical
Recipes, Chapter 12
1/30/2013 ECE 595, Prof. Bermel